Education-based nomadic sequencing recommendations for families

ABSTRACT

A system and a method are disclosed for augmenting a required curriculum of an individual in a nomadic group. The system retrieves, from a client device, a request for an accommodation recommendation from the nomadic group, which includes an individual with a required curriculum. The system maps the curriculum to destinations in a destination database and determines a set of geographic regions including the destinations. The system optimizes an accommodation recommendation based on available listings in the geographic regions and geographic locations of the destinations and transmits, for display on a user interface at the client device, a user interface comprising the accommodation recommendation.

CROSS REFERENCE TO RELATED APPLICATIONS

This application is related to U.S. application Ser. No. ______ (AttyDocket No.: 26887-45144), entitled “EDUCATION-BASED NOMADIC SEQUENCINGRECOMMENDATIONS FOR SATISFYING A CURRICULUM SCOPE,” and filed on an evendate herewith which is incorporated by reference herein in its entirety.

TECHNICAL FIELD

The disclosure generally relates to the field of database systems, and,more particularly, to structuring data entries to determine destinationscorresponding to a required curriculum and displaying user interfacesfor same.

BACKGROUND

Nomadic groups that travel along nomadic paths may seek self-sufficiencyfor certain aspects of life on the road, such as providing a requiredcurriculum for an individual within the nomadic group. Such individualsface unique challenges with following a require curriculum while on themove as they may not have access to a traditional classroom setting.

Travel patterns of nomadic groups may be quite varied in a multitude ofways, for example, periods of time, range of locations, range ofinterests and the like. Hence, conventional curriculums do not suitspecific individuals. For example, though the nomadic group may travelwith the required curriculum in mind, members of the nomadic group maybe unsure of what locations in the world might best augment the requiredcurriculum of the individual to take advantage of their mobile lifestyleto further enhance the learning experience of the specific individual asthey follow the required curriculum.

Further, existing accommodation management systems focus on identifyingaccommodations and experiences for a general group of travelers, ratherthan those with a specified objective in mind most suitable forthemselves. Accordingly, existing accommodation management systems leavenomadic groups without an adequate way to streamline enhancing a requirecurriculum for an individual.

BRIEF DESCRIPTION OF DRAWINGS

The disclosed embodiments have other advantages and features which willbe more readily apparent from the detailed description, the appendedclaims, and the accompanying figures (or drawings). A brief introductionof the figures is below.

FIG. 1 illustrates one embodiment of an environment for an accommodationmanagement system.

FIG. 2 illustrates one embodiment of an accommodation management system.

FIGS. 3A-3C illustrates examples of mappings between curriculums anddestinations, according to one embodiment.

FIG. 4 illustrates an example user interface illustrating accommodationrecommendation requests, according to one embodiment.

FIG. 5 illustrates an example user interface showing an accommodationrecommendation for an augmented education experience, according to oneembodiment.

FIG. 6 illustrates an example user interface showing an accommodationrecommendation for satisfying a curriculum scope, according to oneembodiment.

FIGS. 7A-7B illustrate example user interfaces showing an itinerary ofan accommodation recommendation, according to one embodiment.

FIG. 8 illustrates an example user interface with an indication for anupcoming booking, according to one embodiment.

FIG. 9 illustrates an example user interface with an indication for anupdate to an itinerary, according to one embodiment.

FIG. 10 is a block diagram illustrating components of an example machineable to read instructions from a machine-readable medium and executethem in a processor (or controller).

FIG. 11 illustrates a process for augmenting a required curriculum of anindividual in a nomadic group, according to one embodiment.

FIG. 12 illustrates a process for determining an accommodationrecommendation for satisfying a curriculum scope during nomadic travel,according to one embodiment.

DETAILED DESCRIPTION

The Figures (FIGS.) and the following description relate to preferredembodiments by way of illustration only. It should be noted that fromthe following discussion, alternative embodiments of the structures andmethods disclosed herein will be readily recognized as viablealternatives that may be employed without departing from the principlesof what is claimed.

Reference will now be made in detail to several embodiments, examples ofwhich are illustrated in the accompanying figures. It is noted thatwherever practicable similar or like reference numbers may be used inthe figures and may indicate similar or like functionality. The figuresdepict embodiments of the disclosed system (or method) for purposes ofillustration only. One skilled in the art will readily recognize fromthe following description that alternative embodiments of the structuresand methods illustrated herein may be employed without departing fromthe principles described herein.

Configuration Overview

One embodiment of a disclosed system, method and computer readablestorage medium that includes enabling an accommodation management systemto determine an accommodation recommendation based on a requiredcurriculum. When a nomadic group requests an accommodationrecommendation, an accommodation management system determines enhancededucation destinations that would augment the required curriculum of anindividual in the nomadic group. The accommodation management systemoptimizes an accommodation recommendation based on available listings ingeographic regions of the enhanced education destinations that may bedisplayed on a screen of a computing device. Thus, the accommodationmanagement system may provide for display on a screen of the computingdevice an accommodation recommendation for the nomadic group to enhancethe educational experience of the individual with the requiredcurriculum.

In one embodiment, an accommodation management system receives, from aclient device, a request for an accommodation recommendation from anomadic group following a nomadic path including an individual with arequired curriculum. The accommodation management maps the requiredcurriculum to enhanced education destinations in a destination databaseand determines a set of geographic regions including the enhancededucation destinations. The accommodation management system optimizesthe accommodation recommendation based on available listings in thegeographic regions and locations of the enhanced education destinations.The accommodation management system provides a user interface comprisingthe accommodation recommendation for display to the client device.

Accommodation Management System Environment

Figure (FIG. 1 illustrates one embodiment of an example networkenvironment 100 for components of an accommodation management system130. The environment 100 includes a host client device 110, network 115,a guest client device 120, and an accommodation management system 130.Though only one of each type (e.g., host or guest) of client device isshown in FIG. 1, other embodiments may use more than one client deviceof either type. These various components are now described in additionaldetail.

Host client device 110 is a client device of a host user ofaccommodation management system 130. The term host user, as used herein,refers to a user having an electronic account used with theaccommodation management system 130 that lists accommodations onaccommodation management system 130. The term guest user, as usedherein, refers to a user having an account used user of accommodationmanagement system 130 that books a listed accommodation. The host userand the guest user interface with the accommodation management system130 and each other through their respective electronic accounts. Theterm client device 110, whether used with reference to a host user or aguest user, refers to a computing device such as a smartphone, laptop,computer, a smartwatch or any other computing device that may beconfigured to access the accommodation management system 130.

Host client device 110 includes application 125A, and guest clientdevice 120 includes application 125B. The term application, when used inconnection with accommodation management system 130, whether used inreference to a host user, a guest user, or a third-party user, refers toan application capable of carrying out actions relating to use ofaccommodation management system 130 that are described herein. Examplesof such actions include outputting listings for display, completing abooking of a listed accommodation, outputting notifications to a host ora guest, completing a check-in or check-out process, commanding an entrymechanism (e.g., electronic lock) to an accommodation to unlock or lock,and the like. In some embodiments, each of the client devices includesone or more instances of an application 125 associated with theaccommodation management system 130. Any number of client devices may beincluded in environment 100; the depiction of only one of each of hostclient device 110 and guest client device 120 is merely for convenience.

Network 115 may be any suitable communications network for datatransmission. In an embodiment such as that illustrated in FIG. 1,network 115 uses standard communications technologies and/or protocolsand can include the Internet. In another embodiment, the entities usecustom and/or dedicated data communications technologies. Network 115connects host client device 110, guest client device 120 (or clientdevices, in other embodiments), and any other client device toaccommodation management system 130 such that the host client device110, guest client device, and accommodation management system 130 cantransmit data back and forth.

Accommodation management system 130 facilitates activity relating tolisting, booking, and physically accessing an accommodation. Furtherdetails relating to such activities are described throughout withreference to FIGS. 2-12 below.

Accommodation Management System Configuration

FIG. 2 illustrates one embodiment of an example accommodation managementsystem 130. Accommodation management system 130 controls listing thelisting and booking of accommodations listed by host users through theaccommodation management system 130. The term accommodation, as usedherein, may refer to a space for lodging that may be booked by a guestuser. Accommodation management system 130 includes listing store 210,booking store 220, user profile store 230, destination store 232,curriculum module 235, curriculum store 240, accommodationrecommendation module 250, booking module 260, itinerary store 240,update module 280, and user interface module 290. The data stores andmodules depicted with reference to FIG. 2 are merely exemplary; fewer ormore databases and modules may be used to achieve the subject matterdescribed herein.

Accommodation management system 130 stores information describinglistings in listing store 210. The accommodation management system 130receives information from a host user relating to an accommodation forrent and stores the information as a listing in listing store 220. Theterm listing, as used herein, refers to a description of anaccommodation for rent that may be advertised to guest users ofaccommodation management system 130. Information about each listing mayinclude information describing the accommodation, for example, ageographic location and/or region of the accommodation, shortdescription of the accommodation, list of house rules, list ofamenities, pictures of the accommodation, spatial layout or description,price of the accommodation over a time period (e.g., per night, perstay, etc.), attributes describing the accommodation, and guest userreviews of the accommodation. In some embodiments, listing store 210 isa data structure that stores connections between listings, host users,and other information about listings.

Accommodation management system 130 also stores information describingthe availability of each listing in listing store 210. Accommodationmanagement system 130 receives availability parameters from a host userof a listing and stores these availability parameters in listing store210. As accommodation management system 130 receives informationindicating that a listing has been booked by a guest user for certaindates, accommodation management system 130 updates the availability ofthe listing to indicate that the listing is unavailable on those dates.In some embodiments, the information describing the availability of eachlisting may include an indication of whether an unavailable listing isreserved or booked for a time period. In some embodiments, accommodationmanagement system 130 stores availability by day for each listing inlisting store 210. For example, if a guest user has booked anaccommodation of a listing from Monday to Wednesday, informationdescribing the listing in listing store 130 may indicate that thelisting is unavailable on Monday and Tuesday, but is available againstarting Wednesday.

Accommodation management system 130 stores information describingbookings in booking store 220. The term booking, as used herein, refersto a reservation for the accommodation of a listing by a guest user fora specific upcoming time period. The information describing bookingsincludes the listing, the guest user who booked the accommodation, and atime period the accommodation is booked for. In some embodiments, abooking may further include information from the listing or otherinformation about the booking, such as other guest users associated withthe same booking or check-in information from the host user. In someembodiments, accommodation management system 130 stores bookings inlisting store 210 in association with listings. In these embodiments,each listing may be associated with multiple bookings by different guestusers. In further embodiments, booking store 220 is a data structurethat stores connections between listings, guest users, time periods, andother information about bookings.

Accommodation management system 130 stores information describing userprofiles in user profile store 230, e.g. a guest user account for eachguest user and a host user account for each host user. A user profiledescribes a user and may include the user's name and contact informationand/or user preference information indicating the user's interests andexperiences. Accommodation management system 130 stores an indication ofwhether each user of the accommodation management system 130 is a hostuser, a guest user, or both in user profile store 230. For host users,accommodation management system 130 stores information describinglistings associated with the host user in user profile store 230, whichinclude accommodations that the host user lists for rent onaccommodation management system 130. For guest users, accommodationmanagement system 130 stores historical booking information, whichdescribes listings and other travel arrangements previously booked bythe guest user, for each guest user in user profile store 230. Inembodiments where a user is both a host user and a guest user,accommodation management system 130 may store information describingboth listings and bookings associated with the user in booking store230.

In some embodiments, historical booking information also describesaccommodations the guest user stayed at but were booked by another guestuser. For example, Josh, a guest user, may book through his guest useraccount an accommodation in Park City for the third week of December viathe accommodation management system 130 and invite, via theaccommodation management system 130, Winston, another guest user havinga guest user account, to join a trip to stay at a lodge in Park Cityassociated with the accommodation. By accepting the invitation, Winstonmay be able to receive through his guest user account informationassociated with the booking from accommodation management system 130.The accommodation management system 130 stores the accommodation (i.e.,the lodge in Park City) and time period (i.e. the third week ofDecember) as historical booking information for both Josh and Winston inuser profile store 230 with their respective guest user accounts.

Accommodation management system 130 also stores user preferenceinformation for each guest user with the guest user account in userprofile store 230. User preference information includes attributes thata guest user prefers in a listing or for other aspects of a travelexperience. The term attribute, as used herein, refers to acharacteristic of an entity, such as a listing in listing store 210. Forexample, user preference information may indicate that a guest userprefers their accommodations to be near public transit and include a hottub. In some embodiments, the guest user ranks, via a user interface ofaccommodation management system 130, their prioritized attributes, whichare attributes the guest user indicates to be the most important tothem, and accommodation management system 130 stores the rankedprioritized attributes as user preference information in user profilestore 230. For example, the user preference information may indicatethat a guest user ranked “modern décor” as their most desired attributeand “rural” as their least desired attribute. Further, the userpreference information may indicate that a guest user prefers travellingnear historical sites or likes to incorporate physical activity intotheir travel experience. In one embodiment, accommodation managementsystem 130 may store user preference information entered by the guestuser via guest client device 120. In another embodiment, accommodationmanagement system 130 may derive user preference information for a guestuser based on historical booking information stored for the guest user.For example, historical booking information for a guest user mayindicate that all of the bookings associated with the guest user are forlistings near ski resorts, and user preference information for the guestuser may indicate that the guest user prefers ski-friendlyaccommodations, such as being near lifts and rental shops.

Accommodation management system 130 also stores historical educationalinformation of guest users in user profile store 230. Historicaleducational information includes one or more required curriculums theguest user was following during a current or previous time period. Eachcurriculum describes a set of subjects that a guest user needed to learnabout to satisfy a curriculum scope (e.g., educational certification orrequirement) and a time period for following the curriculum. Forexample, a college-aged guest user studying abroad in China may have acurriculum of Mandarin, Chinese history, and economics to complete theirjunior (3rd) year of college, which the accommodation management system130 stores in the user profile store 230 with the guest user account forthe guest user. Further, the curriculum may include topics andassignments for each subject sequenced by time periods. Continuing withthe first example, the guest user's Mandarin course may require for themto cover Chinese characters in the first two weeks of class and write anessay due on the third week. Accommodation management system 130 mayalso store in user profile store 230 curriculum scopes for the guestuser, which is a topic or skill the guest user may want to learnindependently from a required curriculum. For example, accommodationmanagement system 130 may store “Chinese pop culture,” and “calligraphy”in user profile store 230 for the guest user. Curriculums and curriculumscopes are further described in relation to curriculum module 235.

Accommodation management system 130 also stores group informationassociated with guest users in user profile store 230. Group informationdescribes other individuals guest users may frequently travel with andgroup preferences either manually entered to or automatically determinedby accommodation management system 130. Group information may include anumber of individuals in the group, ages of the individuals, educationalrequirements and desires, and user preference information for each ofthe individuals. For example, the group information for guest user Raulmay indicate that he typically travels with 3 other individuals, hispartner Maria, another guest user of accommodation management system130, and two children, ages 7 and 12. Further, the group information mayindicate whether the group is nomadic (e.g., travels consistently todifferent locations or follows a nomadic path), historical educationalrequirements of individuals in the group, and other group preferences,such as safety concerns and medical needs.

Accommodation management system 130 stores destinations in destinationstore 232. Accommodation management system 130 receives informationdescribing destinations from external sources (e.g., WIKIPEDIA, GOOGLEMAPS, location attraction websites) or databases (e.g., locationattraction database) via network 115 or a system administrator. The termdestination, as used herein may refer to a place that individuals mayvisit, including museums, points of interest, educational centers,historical sites, nature preserves, parks, restaurants, and otherestablishments, attractions, and activities. Some destinations may bereferred to as enhanced education destinations, which are meant toaugment a required curriculum for an individual, or educationdestinations, which are meant to help an individual satisfy a curriculumscope. Information about each destination may include informationdescribing the destination, such as the name of the destination,geographic location and/or geographic region (e.g., city, country, orcontinent) of the destination, a short description of the destination,price to visit the destination, instructions to travel to thedestination from major transit centers, reviews of the destination andimages of the destination. Accommodation management system 130 also maystore attributes describing each destination based on the information.In some embodiments, the accommodation management system 130 determinesattributes by performing a syntactic parse of the information of eachdestination to retrieve characteristics, objects, and keywords asattributes for the destination. For example, destination “Zilker Park”may have attributes “athletic,” “river,” “field,” and “social.”Additionally, or alternatively, accommodation management system 130analyzes images from the information using pattern-matching or computervision object identification to identify attributes of the destination.

Curriculum module 235 determines and stores information describingcurriculums in curriculum store 240. Curriculum module 235 retrievescurriculum scopes from user interface module 290. The term curriculumscope, as used herein, may describe an area of study. Curriculum scopesmay indicate an education level (e.g., 4th grade, junior year of highschool/11th grade, etc.), a type of degree or certificate (e.g.Bachelors of Arts degree, Certificate in Design Innovation, etc.), skill(e.g., underwater basket weaving, polka dancing, etc.) or a particulartopic of interest (e.g., extractive metallurgy, Mandarin, pop culture,etc.). For a new curriculum scope not already stored in curriculum store240, curriculum module 235 may categorize each curriculum scope into oneof more predetermined categories describing a theme of the curriculumscope. For example, curriculum module 235 may categorize curriculumscope “3rd grade” under the category “general education,” and curriculumscope “French pastries” under the categories “baking” and “French.” Insome embodiments, curriculum module 235 also retrieves an education typedesignation from user interface module 290 along with a curriculumscope. The education type designation indicates whether a guest userwants to study the curriculum scope online, offline, or as a combinationof online and offline. For example, the curriculum scope “kindergarten”may be includes with the education designation of “onlinehomeschooling,” indicating that the guest user (or another individual inthe guest user's group) is planning on satisfying the curriculum scopethrough homeschooling online.

Further, curriculum module 235 may determine one or more accreditationsthat can be achieved for a curriculum scope. The term accreditation, asused herein, describes a formal certificate or indication of expertisein a curriculum scope. For example, curriculum module 235 may associatecurriculum scope “7th grade” with the accreditation “7th gradecertificate” and curriculum scope “French” with the accreditations“French Certificate” and “college course credit,” among otheraccreditations. In some embodiments, curriculum model 235 may associatecertain curriculum scopes with travel requirements. Travel requirementsindicate geographic regions an individual must visit to satisfy thecurriculum scope and/or receive an accreditation for the curriculumscope. For example, a curriculum scope for a study abroad semester mayrequire an individual to visit some new geographic region every month.In another example, to receive a Spanish certification, an individualmay need to spend at least a week in a Spanish-speaking country.

To determine categories, accreditations, and travel requirements forcurriculum scopes, curriculum module 235 syntactically parses acurriculum scope (or information describing a curriculum scope retrievedfrom an external source) to find keywords to match to categories,accreditations, and, in some embodiments, education type designationsand travel requirements. In other embodiments, curriculum module 235includes a machine learning model trained on training data including aset of curriculum scopes labelled with categories and accreditations. Insome embodiments, the training data also includes labels for anyeducation type designations and travel requirements associated with thecurriculum scope. The training data may be manually or automaticallylabelled. The machine learning model may use this training data to learnwhich keywords in curriculum scopes correspond to categories andaccreditations in a predetermined set. Once trained, the machinelearning model receives curriculum scopes as input from user profilestore 230. For each inputted curriculum scope, the machine learningmodel outputs a percentage match of the curriculum scope to eachcategory and accreditation in the predetermined set. Curriculum module235 may store categories and accreditations with a percentage match overa threshold value in relation to the curriculum scope in curriculumstore 240. For example, for a threshold value of 95%, curriculum module235 stores the category “general education” with a match of 97% inrelation to the curriculum scope “kindergarten.” In some embodiments,curriculum module 235 uses separate machine learning modules forcategories and accreditations.

Curriculum module 235 determines and stores one or more curriculums foreach curriculum scope. The term curriculum, as used herein, refers to aset of subjects meant to cover a particular curriculum scope. Forexample, a curriculum for 4th grade may include math, science, reading,and writing, among other topics. Various curriculums may include similarsubjects, and subjects may be specific to an age of an individualfollowing the curriculum. For example, a subject in a 1st gradecurriculum (or a curriculum for individuals ages 6 to 7) may be“addition,” which is a type of math, while a subject for a 12th gradecurriculum (or a curriculum for individuals ages 17 to 18) may be“calculus,” another type of math. Subjects in a curriculum may befurther divided into assignments or topics based on the curriculumscope, such as “essay on the Revolutionary War” or “Industrialization”for the subject “U.S. History.” These subjects, topics, and assignmentsmay be further associated with a sequence in the curriculum, which is anamount of time that should be spent focusing on that portion of thecurriculum. The amount of time may be a specific set of time, likeparticular dates or months, or a relative set of time, such as before orafter another subject or a number of days. For example, a curriculum mayindicate that an individual should learn about the subject “Physics” inMay, the spring, or after the subjects “Chemistry” and “Biology.”Subjects may also be associated with standardized tests corresponding tothe curriculum scope or an accreditation. For example, the subject“World History” for the curriculum scope “10th grade” may be associatedwith the standardized test “AP World History test.” The standardizedtests may be further associated with sequences indicating when thestandardized tests are offered and locations where the standardizedtests are offered. In some embodiments, the curriculum scope isassociated with a standardized test and sequence, for example, thecurriculum scope “12th grade” is associated with the standardized test“Scholastic Assessment Test (SAT),” which is available once a month.

In some embodiments, curriculum module 235 uses a category oraccreditation of a curriculum scope to determine a suggested curriculumfor the curriculum scope. For example, curriculum module 235 mayretrieve a curriculum for the accreditation from an outside source touse as the suggested curriculum or use a curriculum of anothercurriculum scope in the same category. In other embodiments, curriculummodule 235 includes a machine learning model that outputs a suggestedcurriculum for a curriculum scope. The machine learning model is trainedon training data including a set of curriculum scopes labelled with setsof subjects comprising curriculums. In some embodiments, the set ofcurriculum scopes are further labelled with ages for individuals,accreditations, and categories. The training data may be manually orautomatically labelled. Once trained, the machine learning modelreceives curriculum scopes as input from user profile store 230 andoutputs a percentage match of the curriculum scope to each subject inthe predetermined set of subjects used in curriculums. Curriculum module235 may store subjects with a percentage match over a threshold valuetogether as a suggested curriculum of the curriculum scope in curriculumstore 240, along with an indication that the curriculum was determinedusing curriculum module 235. In some embodiments, curriculum module 235ranks the stored subjects by percentage match and uses the ranking todetermine sequences for the subjects.

Curriculum module 235 may optimize a suggested curriculum based on atime period retrieved from user interface module 290. Curriculum module235 may match the sequences and/or standardized tests of the curriculumto the time period or reduce the number of subjects, topics, orassignments in the curriculum to fit the time period. For example, if aguest user indicates that they only have 1 month to spend on acurriculum that includes 10 subjects that usually span from December toOctober in a year, curriculum module 235 may determine new sequences forthe subjects of the curriculum or remove some subject, topics, orassignments to fit the curriculum to the retrieved time period. Further,if the guest user needs to take a standardized test that is only offeredin May in the United States, curriculum model 235 will optimize thesequences to prepare the guest user for the standardized test by May.Here, a machine learning model may be applied to optimize a curriculum,for example, by evaluating a time period for study, determining a numberof courses and/or subjects necessary to reach a particular level ofmastery, determining standardized tests to prepare for and take as partof the curriculum, and evaluating a learning profile, e.g., based onpast historical data for the individual and/or an individual of similarlearning profile, to generate a curriculum tailored for the individualto complete within the time period noted.

In some embodiments, curriculum module 235 determines a curriculum scopefor a required curriculum. A required curriculum is a predeterminedcurriculum a guest user or individual in the group of the guest user isfollowing. Curriculum module 235 retrieves required curriculums fromuser interface module 290 and stores the required curriculums incurriculum store 240. Curriculum module 235 may use a machine learningmodel to determine the curriculum scope of required curriculum. Themachine learning model may be trained training data including a set ofcurriculums labelled with a curriculum scope. The training data may beautomatically or manually labelled, and each curriculum may anycombination of subjects, topics, and/or assignments for the curriculum.Once trained, the machine learning model receives required curriculumsfrom user profile store 230 as input, outputs a percentage match tocurriculum scopes from a set of possible curriculum scopes, and storescurriculum scopes with a percentage match above a threshold value ascurriculum scopes of the curriculum in curriculum store 240. In otherembodiments, curriculum module 235 retrieves information from anexternal source about the subjects, assignments, and topics of arequired curriculum, such as the typical age an individual learns aboutthe topic or subject or performs the assignment or curriculum scopesthat include the subjects, assignments, and topics and uses theinformation to determine a curriculum scope for the curriculum.

Accommodation recommendation module 250 determines accommodationrecommendations based on curriculums. The term accommodationrecommendation, as used herein, may refer to a suggestion of one or moreaccommodations based on a required or suggested curriculum for a guestuser (or individual in a group with the guest user). An accommodationrecommendation may also include a suggested itinerary of destinations invarious geographic regions meant to augment a required curriculum orsatisfy a suggested curriculum.

To determine an accommodation recommendation, accommodationrecommendation module 250 retrieves information describing a curriculumfrom curriculum store 240. The information may include the curriculum,topics, assignments, curriculum scopes, categories, accreditations,sequences, ages, travel requirements, education type designation, andstandardized tests associated with the curriculum as well as whether thecurriculum is required (e.g., entered as user information for the guestuser or an associated individual) for a guest user or suggested (i.e.,determined by curriculum module 235).

Accommodation recommendation module 250 determines destinations for acurriculum. Accommodation recommendation module 250 retrievesinformation describing destinations from destination store 232cross-references the information describing destinations withinformation describing the curriculum. For a required curriculum,accommodation recommendation module 250 determines a set of destinationsthat may enhance the required curriculum given constraints retrievedfrom user interface module 290, such as an age of the individualfollowing the required curriculum, a time period, education typedesignation, and user profile information. For example, accommodationrecommendation module 250 may determine that during the time period,only some of the destinations that correspond to the topic “animals,”which is covered during the time period in the required curriculum of akindergarten student (e.g., a 5 or 6-year-old), are open due to weatheror suitable for a student of that age to visit. For a suggestedcurriculum, accommodation recommendation module 250 determines a set ofdestinations that satisfy the curriculum over a time period retrievedfrom the user interface module 290, such as to earn an accreditationassociated with the curriculum, prepare for and take a standardized testas part of the curriculum, or cover each of the subjects in thecurriculum, all while adhering to the constraints retrieved from theuser interface module 290 and constraints regarding the curriculumscope, such as the travel requirements.

In some embodiments, accommodation recommendation module 250 selects,prioritizes, or filters destinations based on the education typedesignation. In particular, accommodation recommendation module 250 mayoptimize the destinations to fit local portions of the curriculum withremote, online portions of the curriculum. For example, when theeducation type designation indicates that the guest user plans to followthe curriculum online or partially online, accommodation recommendationmodule 250 may narrow the destinations for a curriculum to correspond onmore exclusive subjects in the curriculum. For example, accommodationrecommendation module 250 may not use destinations for global subjects,like “Calculus” or “Multiplication,” and instead focus on destinationsfor exclusive subjects like “French” or “Chinese History,” which mayinvolve more location-based learning than global subjects. Further, ifthe education type designation indicates that a guest user ishomeschooled, accommodation recommendation module 250 prioritizesdestinations that include typical school facilities, like an art studio,music room, or gymnasium.

In some embodiments, accommodation recommendation module 250 determinesattributes for a curriculum and uses the attributes to determinedestinations for the accommodation recommendation. In some embodiments,accommodation recommendation module maps subjects and topics in acurriculum to attributes in an educational attribute table thatindicates attributes that are useful in learning various subjects andtopics. For example, the subject “conversational German” may map theattributes “interactive” and “multilingual.” These attributes indicatethat an interactive and multilingual learning environment is recommendedfor learning how to converse in German. In other embodiments,accommodation recommendation module retrieves information from anexternal source and/or curriculum store 240 about the curriculum andperforms a syntactic parse of the information to determine attributesfor the curriculum.

In some embodiments, accommodation recommendation module uses a machinelearning model to determine a set of destinations for curriculum. Themachine learning model may be trained on destinations labelled with acombination of subjects, topics, assignments, standardized tests,curriculum scopes, ages, accreditations, education type designations,travel requirements, and/or attributes. Once trained, the machinelearning model may receive a curriculum and information describing thecurriculum from curriculum store 240, such as accreditation, ages, andcurriculum scope, and outputs a percentage match to each destination indestination store 232. Accommodation recommendation module selectsdestinations with percentage matches above a threshold value to comprisethe set of destinations.

Accommodation recommendation module groups destinations in the set ofdestinations by geographic region and selects one or more geographicregions for subsets of the time period based on travel requirements forthe curriculum and constraints retrieved from user interface module 290,which may specify a desired amount of travel (i.e., how many geographicregions to visit), the size of a group the user is travelling with, ageographic region, and other parameters around the guest user's travelexperience. In some embodiments, accommodation recommendation moduleselects a geographic region with the most destinations in a group forthe entire time period. In other embodiments, accommodationrecommendation module further groups the destinations groups based onsequences in the curriculum covered during the time period. For example,if the time period covers March and April, accommodation recommendationmodule 250 may group destinations related to topics covered in Marchtogether and topics covered in April together. Accommodationrecommendation module 250 selects geographic regions for subsets of thetime period based on the groups. Continuing with the previous example,accommodation recommendation module 250 may select the geographic regionwith the most destinations corresponding to March for the guest user togo to in March. In further embodiments, accommodation recommendationmodule 250 further groups the destinations by attributes retrieved fromthe destination store 232 and selects geographic regions for subsets ofthe time period corresponding to user preference information retrievedfrom user profile store 230.

For each selected geographic region and its subset of the time period,accommodation recommendation module 250 retrieves listings available inthe geographic region during the subset of the time period from listingstore 210. In some embodiments, destinations for the geographic regionmay include accommodation options, and accommodation recommendationmodule includes the destinations as listings for the geographic region.Accommodation recommendation module 250 ranks each available listingbased on a weighted combination of user preference information retrievedfrom user profile store 230, listing information retrieved from thelisting store, such as user reviews of the listing, and constraintsinput by the guest user, such as budget. For example, for a user whoprefers remote settings and cozy environments, accommodationrecommendation module may rank a rustic cabin in the woods higher than asuburban townhouse. In some embodiments, accommodation recommendationmodule 250 optimizes the accommodation recommendation by determining adistance metric based on physical distance and transit time to eachdestination from the listing and using the distance metric in theranking. In other embodiments, accommodation recommendation module 250ranks the listings based on a combination of user preference informationand the distance metric or based on the destinations near the listingthat cover particular topics or subjects in the curriculum. In evenfurther embodiments, the recommendation module 250 retrieves userpreference information for the host users of the listings and furtherranks the listings based on similar interests and experiences betweenthe guest user and the host user. For example, if a guest user isfollowing a curriculum to learn how to cook Mediterranean food, theaccommodation recommendation module 250 may rank listings in Greece withhost users who indicated they like to cook with their guests higher thanother listings.

To optimize the accommodation recommendation, accommodationrecommendation module 250 selects the highest-ranked listing for eachgeographic region and creates and sends the accommodation recommendationto user interface module 290 to receive input from the guest user via auser interface about which listings to book from the accommodationrecommendation. The accommodation recommendation may be provided fordisplay on a screen of a computing device in a manner that includesicons representing the selected listings, which may be categorized bygeographic region and subset of the time period. Further, theaccommodation recommendation may include icons representing thesuggested or required curriculum and may list the curriculum in relationto the geographic regions and destinations. In some embodiments,accommodation recommendation module retrieves, from various externalsources, suggested travel options between each listing, such as plane ortrain tickets, and tickets for destinations in the geographic region andprovides for display (or presents) icons of the suggested travel optionsin the user interface on a screen of a computing device.

In some embodiments, accommodation recommendation module determines anitinerary to transmit (or send) with the accommodation recommendation.The term itinerary, as used herein, may refer to an outline of travel ofthe guest user. Accommodation recommendation module retrieves, from anexternal source, travel options to take the guest user (and, in someembodiments, the guest user's group) between each listing and specifictimes and dates for travelling between destinations and/or listings tosatisfy the curriculum. For example, an itinerary for the suggestedcurriculum to complete lifeguard training may indicate which days a usermay needs to be at Bondi Beach for a CPR class. In another example, anitinerary for augmenting the required curriculum for a 10th gradestudent studying Italian history may indicate to spend a first morningat the Vatican in the Rome area, followed by a tour of the city of Romevia a popular walking tour group. In other embodiments, accommodationrecommendation module 250 determines an accommodation recommendation foreach sequence of the curriculum and creates an itinerary comprising eachof the accommodation recommendations.

Accommodation recommendation module 250 transmits (or sends) theaccommodation recommendation in a user interface to the guest user forinput. The user interface may also include interactive maps betweendestinations and/or listings, interactive maps of restaurants, stores,and transit options near each listing, and a drop-down menu thatindicates criteria for ranking the listings. Accommodationrecommendation module may receive, via the user interface, a userselection from the drop-down menu to update the accommodationrecommendation by reranking and reselecting listings based on specificcriteria, including user preference information. Accommodationrecommendation module 250 may re-rank the listings for each geographicregion based on the specific criteria, and command user interface module295 to automatically update the icons on the user interface to reflect anew accommodation recommendation based on the re-ranked listings.

Accommodation recommendation module 250 receives, from user interfacemodule 290, input from the user interface indicating a selection of thelistings for booking. For example, the input may indicate that the guestuser only wants to book the listing for the first subset of the timeperiod, so accommodation recommendation module 250 only selects thatlisting for booking. In some embodiments, the input may indicate thatthe guest user would like to book an itinerary presented with theaccommodation recommendation, including travel options, destinationtickets, and/or restaurant reservations.

Booking module 290 may be configured to book listings from accommodationrecommendations. Booking may include securing a reservation and/oraccess to an accommodation or other activity. Booking module 290retrieves selected listings from accommodation recommendation module 250and retrieves information describing the listings from listing store210. In some embodiments, booking module 290 auto-books listings of anaccommodation recommendation for a guest user. Booking module 290creates a new booking in booking store 220 using the listing, the subsetof the time period, guest user information from the guest user account(e.g., accommodation preferences, payment details), and information fromthe listing store. In some embodiments, booking module 290 populates thedata structure of booking store 220 for the listing with user accountdata for the guest user.

Booking module 260 also may be configured to book other aspects of anitinerary from an accommodation recommendation. Booking module retrievesa selected itinerary from accommodation recommendation module 250 andmay book each listing in the itinerary. Booking module 260 alsointeracts with external management systems to book tickets fordestinations in the itinerary. For example, booking module 260 may booka spot in a cooking class, book tickets for a group of 3 kids and 1adult to go to the Museum of Modern Art, or 1 room on a 3-day cruise inAlaska. Further, booking module may also book, via external managementsystems, the travel options suggested with the itinerary to transportthe guest user between destinations and/or listings and restaurantreservations, when requested by the guest user. Booking module 260stores the booked itinerary in itinerary store 270 in relation to theuser and confirmations of each booking via external management systems.In some embodiments, booking module 260 automatically books listings ofan itinerary selected by the guest user when a corresponding sequence inthe curriculum is within a threshold amount of time from a current time.

In some embodiments, booking module 260 also creates community groups ofguest users following similar curriculums in the same or nearbygeographic regions during overlapping time periods. Similar curriculumsmay map to the same locations, include the same attributes, or have thesame or similar curriculum scopes. In some embodiments, booking module260 may set up in-person or online meet ups for guest users followingthe same or similar curriculums to provide opportunities forsocialization among guest users. For example, booking module 260 maycreate a class of guest users following the same or a similar curriculumto enable the guest users to make friends, work in groups, and givepresentations to one another or do group projects together asassignments. Further, booking module 260 may create community groups ofguest users based on age. For example, booking module 260 may groupguest users with homeschooled children ages 5 to 10 together into onecommunity group and guest users with homeschooled teenagers ages 13 to18 in another community group.

Update module 280 may be configured to monitor (e.g., via locationtracking) a guest user's progress through an itinerary as the guest usertravels. Update module 270 monitors the status of the geographic regionsin the itinerary to determine if any travel options need to beautomatically rebooked, for example due to weather conditions or safetyconcerns based on a location tracked information for the guest user.Further, update module 270 monitors the status of destinations in theitinerary in case of unexpected closures or cancellations of bookingsfor the destinations. When a booking in an itinerary is cancelled orotherwise needs to be updated, update module 270 automatically retrievesa new travel option from an external source or a new destination relatedto the curriculum in the geographic region and creating new booking toreplace the canceled booking. In embodiments where the new travel optionchanges the dates the guest user is in a geographic region, updatemodule 270 also changes the bookings for listings to conform to thechanges in bookings. Update module 270 updates the itinerary initinerary store 270 to reflect the new bookings.

In some embodiments, update module 280 also may be configured totransmit quizzes corresponding to subjects and topics being coveredduring a current time period of an itinerary via user interface of userinterface module 290. Update module 270 may retrieve these quizzes froma system administrator or external source. Based on results of a quiztaken by a guest user via the user interface, update module 270 mayautomatically alter to the itinerary and re-optimize the itinerary tofocus on the subjects and topics the guest user is not scoring well onin the quizzes. Further, update module 270 may optimize the itinerary toextend the coverage of the deficient subjects and topics while stillsatisfying the curriculum scope within the entire time period. Forexample, if a guest user receives 35% on quiz about the Roman Empirewhile travelling in Italy, update module 270 may extend the portion ofthe itinerary corresponding to Rome by booking new listings in Rome,cancelling and/or shifting bookings for subsequent listings, readjustingsubsequent destinations to cover the remaining subjects and topics moreefficiently, and adding more history museum destinations relating to theRoman Empire to the itinerary.

User interface module 290 may be configured to generate (or create) userinterfaces to provide for display (e.g., transmit to display on) to thehost client device 110 and/or guest client device 120. Such userinterfaces may show information describing listings and bookings,accommodation recommendations, user profile information, itineraries,geographic regions, curriculums, community groups, and other informationstored by accommodation management system 130. In some embodiments, userinterface module 290 may show information describing how many otherguest users have booked an itinerary for the same curriculum and/or thesame destinations during an overlapping time period or may showpopularly booked itineraries for curriculum scopes that a guest user canautomatically book via the user interface. User interface module 290 mayretrieve requests and information inputted via host client device 110and/or guest client device 120, such as user profile information, userpreference information, a required curriculum, or a desired curriculumscope. In some embodiments, user interface module 290 facilitatessending information between guest users in the same community group,such as through messages and video chats. Example user interfaces aredescribed in relation in FIGS. 4-9.

User interface module 290 transmits and receives indications from hostclient device 110. User interface module 290 may transmit indications tohost client device 110 that a guest user has booked a listing for a timeperiod or that a guest user has canceled a booking. User interfacemodule 290 also may transmit requests for input for display to guestclient device 120. User interface module 290 may receive anaccommodation recommendation from accommodation recommendation module250. User interface module 295 transmits the accommodationrecommendation to provide for display on guest client device 120 andreceives a selection of one or more listings, travel options, and/ordestination tickets to book. In some embodiments, user interface module290 may receive an indication from guest client device 120 that theguest user has rejected the accommodation recommendation, and userinterface module 290 may request a new accommodation recommendation tosend to guest client device 120. User interface module 290 may transmita command to booking module 260 to book selections or may transmit theselections back to accommodation recommendation module 250. In someembodiments, update module 270 may automatically book a listing for aguest user in response to a booking cancelation, so the user interfacemodule 290 may send an indication to guest client device 120 that a newbooking was made to replace the canceled booking. Further, userinterface module 290 may transmit indications reminding the guest userof upcoming bookings in an itinerary.

Example Destination Mappings

FIGS. 3A-3C illustrates examples of mappings between curriculums anddestinations, according to one embodiment. In some embodiments,accommodation recommendation module 250 creates mapping betweencurriculums and destinations based on other information retrieved fromcurriculum store 240, destination store 232, and/or user profile store230.

FIG. 3A illustrates example relationships between accreditations 305,curriculum scopes 310, ages 315, and curriculums 320, which may includesubjects 325 and topics 330 (collectively referred to as curriculuminformation for simplicity), according to one example embodiment. Aguest user may input an accreditation 305, curriculum scope 310, and/orage 315 via a user interface from user interface module 290, andaccommodation recommendation module 250 determines a correspondingcurriculum. For example, a guest user may indicate that they live anomadic lifestyle with their family, which includes a child of age 315 5years old who has a required curriculum. Based on this information,curriculum module 235 may determine the required curriculum based on thechild's age 315, or the guest user may enter the required curriculum asa curriculum 320 via the user interface. Accommodation recommendationmodule 250 maps the curriculum to enhanced education destinations 335that would augment the educational experience of the child as theytravel with their family. For example, the curriculum 320 for the childmay include the subject 325 “science,” which further includes the topic330 “animals.” Accommodation recommendation module 250 determinesdestinations that involve animals that would be suitable for the child,such as the destinations 335 “Taronga Zoo” or “Sydney Aquarium.” Thesedestinations 335 are located in geographic region 340 “SydneyAustralia.” Based on the mapping, accommodation recommendation module250 may select a destination to send the family to enhance the child'slearning experience, and booking module 260 may automatically book alisting at the destination, along with other related services at thedestination, for example, a car service from the airport to the listing.Further, some enhanced education destinations may cater to homeschooledchildren. These enhanced education destinations provide access tospecialized forms of education that a homeschool child may not haveaccess to while traveling, including typical school facilities such asart studios, music rooms, gyms, and libraries.

Likewise, a guest user seeking a sommelier certification may select acurriculum scope 310 of “Sommelier Certification” and accommodationmanagement system 130 may confirm appropriate of the guest user (e.g.,via guest user account details) as being age 315 21 or older based on anage 315 associated with the curriculum scope 310. Accommodationmanagement system 130 also may be configured to receive input from theguest user as to whether they seek a curriculum 320 for certificationfor use in service industry and/or theory and based on the selection orselections map that to an appropriate destination 335 (e.g., SF WineSchool and/or Napa Valley Vineyard Tour) in geographic regions 340 ofthe California Bay Area. Accordingly, accommodations and other travelarrangements (e.g., car service) may be booked by booking module 260 toenable access to the programs and provide for completion within a timeperiod that may be specified. In some embodiments, booking module 260uses machine learning with the historical booking information toaccordingly select a listing and other travel arrangements. For example,booking module 260 may determine, based on historical bookinginformation, that the guest user prefers visiting vineyards that producearound red wine over white wine. Further detail on mapping forcurriculum scope “Sommelier Certification” in described in references toFIG. 6.

FIG. 3B illustrates example relationships the curriculum information andsequences 345, according to one example embodiment. In this embodiment,each topic 330 of a curriculum 320 corresponds to a sequence 345, whichmay be a month or other time period or may indicate the order anindividual would learn about the topics 330 in while following acurriculum 320. Accommodation recommendation module 250 may use thesequences 345 when determining destinations 335. For example, if theguest user with the 5-year-old child has specified that they aretraveling in August, accommodation recommendation module 250 mayrecommend destinations 335 corresponding to topics 330 “Go, Dog. Go!”and “animals” since they are covered by the child's curriculum 320 insequence 345 “August.” In another example, if a guest user has specifiedan interest in curriculum scope 310 “Sommelier Certification” for a timeperiod of travel, accommodation recommendation module 250 may recommenddestinations 335 corresponding to subject “service” for the firstportion of the time period and destinations corresponding to subject“theory” for a second portion of the time period based on the sequences345.

FIG. 3C further illustrates example relationships between curriculuminformation and destinations 335, according to one embodiment. As shownin the figure, accommodation recommendation module 250 may map subjects325 to geographic regions 340 to determine destinations 335 for thesubjects 325. For example, accommodation recommendation module 250creates a mapping 365A between subject “Spanish vocabulary” 325 andgeographic region 340 “Madrid, Spain,” where Spanish is predominantlyspoken.

Curriculum information may further include assignments 360, which arerequired work given for a subject 325 or topic 330 in a curriculum 320.Accommodation recommendation module 250 may map assignments 360 todestinations 335 relating to the assignments. For example, accommodationrecommendation module 250 creates a mapping 365B between assignment 360“Bleak House,” a novel by Charles Dickens, and destination “DickensWalking Tour.”

As shown in FIG. 3C, accommodation recommendation module may associateaccreditations 305 with curriculum scopes 310. A guest user may enter acurriculum scope 310 they are interested in learning about via a userinterface, and accommodation recommendation module 250 may determine andrecommend, via an accommodation recommendation, an accreditation 305they may receive while learning about the curriculum scope 310. Forexample, a guest user interested in curriculum scope 310 “Spanishfluency” could pursue accreditation 305 “DELE certificate” or receiveaccreditation 305 “AP course credit.” Accommodation recommendationmodule 250 may determine one or more destinations and, subsequently, oneor more listings to book for the user to earn the accreditation 305associated with the curriculum scope 310 as they travel. In someembodiments, guest user may indicate, via the user interface, that theydo not want to pursue or receive an accreditation 305, so accommodationrecommendation module 250 will not use accreditations 305 in determiningdestinations for the guest user. Further, some curriculum scopes 310,like curriculum scope 310 “hand weaving,” may not be associated with anyaccreditations 305.

Example User Interfaces

FIG. 4 illustrates an example user interface 400 illustratingaccommodation recommendation requests, according to one embodiment. Theuser interface 400 includes one or more parameter icons 405, which aguest user may interact with on a guest user client device to indicate adesired curriculum scope, age range, skills, geographic region, andprice, among other parameters that may be used to filter whataccommodation recommendations module 250 uses as user preferences todetermine destinations for an accommodation recommendation.

A guest user may request via the user interface 400 an accommodationrecommendation for augmenting an education experience. The guest usermay enter a time period 410 that they want to travel for and ageographic region 415 to travel in. The guest user may interact with agroup drop-down menu 420 to indicate the size of their family unittravelling with them, a checkbox 425 to indicate whether the family unitincludes children, and an add icon to add more children's ages as inputfor the request. Accommodation management system 130 stores thisinformation in user profile store 230 as group information. Further, theguest user may interact with an add curriculum icon 435 to enter acurriculum or curriculum scope for an individual in the family unit. Insome embodiments, the user interface 400 also includes a checkbox 425 orother icon that allows the guest user to indicate whether their familyunit is nomadic or not. If so, accommodation management system 130stores information as group information for the guest user in userprofile store 230. In further embodiments, accommodation managementsystem 130 may automatically determine accommodation recommendations fornomadic groups and may automatically book the listings of theaccommodation recommendation based on the required curriculum (or, insome embodiments, required curriculums) for each nomadic group.

A guest user may also request an accommodation recommendation forlearning a desired curriculum scope via the user interface 400. Theguest user may enter a time period 410 that they want to travel for anda geographic region 415 to travel in. The guest user may also interactwith a curriculum scope drop-down menu 440 to indicate a desiredcurriculum scope they would like to learn about or accreditation theywould like to earn. In some embodiments, the guest user may enter otherparameters, such as the size of a group they plan on travelling with andages of individuals in the group. In further embodiments, user interface400 may include other interactive widgets for a guest user to interactwith user interface 400 on a screen of a computing device.

FIG. 5 illustrates an example user interface 500 showing anaccommodation recommendation for an augmented education experience,according to one embodiment. The accommodation recommendation indicatesa recommended geographic region 505A and a listing 525, represented byinformation retrieved from listing store 210, such as images,descriptions, and price. In this embodiment, the accommodationrecommendation only includes one listing 525, but in other embodimentsthe accommodation recommendation may include multiple listings for aguest user to choose from or multiple listings for different timeperiods and geographic regions. The accommodation recommendation alsoincludes enhanced education destinations 510A that are located in thegeographic region 505A and may augment a required curriculum and topics515 covered in the curriculum required curriculum during a time periodof the request that pertain to the enhanced education destinations 510.The guest user may interact with booking icon 520 to book the listing525 or may indicate criteria for the accommodation recommendation viathe preferences drop-down menu 525, which accommodation recommendationmodule 250 will use to re-rank the listings and produce a newaccommodation recommendation. In some embodiments, user interface 500may include other interactive widgets for a guest user to interact withuser interface 500.

FIG. 6 illustrates an example user interface 600 showing anaccommodation recommendation for satisfying a curriculum scope,according to one embodiment. The accommodation recommendation includes 2listings 610, each represented by information retrieved from listingstore 210, such as images and descriptions. The accommodationrecommendation also includes education destinations 510A that the guestuser may go to in order to satisfy curriculum scope 605A “SommelierCertification,” like those mapped in FIG. 3A-3B. The educationdestinations may be listed with a listing 610B, like educationdestination 615B “Napa Wine Academy,” or may be listed in theaccommodation recommendation like a listing if the education destination615 includes accommodations, like education destination 6120A “SanFrancisco Wine School.” Further, each education destination 615 may beassociated with a subset 620 of the time period entered by the guestuser. The guest user may interact with booking icon 520 to book thelisting of the accommodation recommendation or may interact with detailsicons 625 to view more information about a listing 610 or educationdestination 615. The guest user may also indicate criteria for theaccommodation recommendation via the preferences drop-down menu 525,which accommodation recommendation module 250 uses to re-rank thelistings and produce a new accommodation recommendation. In someembodiments, user interface 600 may include other interactive widgetsfor a guest user to interact with user interface 600.

FIGS. 7A-7B illustrate example user interfaces showing an itinerary ofan accommodation recommendation, according to one embodiment. In thisembodiment, accommodation recommendation module 250 determined theaccommodation recommendations for curriculum scope 605B “VictorianLiterature” and uses destinations 730 mapped from curriculum scope“Victorian Literature,” as shown in the mappings of FIG. 3C. Theitinerary indicates a route planned for the guest user to follow on atrip focused on curriculum scope 605B “Victorian Literature” andincludes listings 715, destinations 730, and travel options 710. Eachdestination 730 is also associated with a subset 720 of time indicatingwhen the guest user should be at the destination 730 during the trip. Byinteracting with booking icon 520, the guest user may instruct bookingmodule 260 to book the listings 715, travel options 710, and tickets fordestinations 730 in the accommodation recommendations.

As shown in FIG. 7A, the example user interface 700A includes anassignment drop-down menu 705, which lists assignments that the guestuser will need to complete for the curriculum scope 506B. The guest usermay interact with the assignment drop-down menu 705 to view theassignments. Further, destinations 730 or subsets 720 of time in theitinerary may be associated with review information 735 indicating whichassignments the guest user should complete before reaching that portionof the itinerary.

The user interface 700A include other widgets the user can interact withto receive supplemental information for the itinerary. Such widgetsinclude interactive maps 725, which may show the geographic locations ofdestinations 730 in the itinerary or a route between destinations 730using one or more travel options 710, and more icons 740, which theguest user may interact with to see more information about a destination730. Further, the guest user may indicate criteria for the itinerary ofthe accommodation recommendation via preferences drop-down menu the 525,which accommodation recommendation module 250 uses to re-rank thelistings and produce a new accommodation recommendation.

FIG. 7B shows an example user interface 700B including the rest of theitinerary for curriculum scope 605B “Victorian Literature” not shown inFIG. 7A. The guest user may interact with less icons 745 to view lessinformation about destinations 730 and with the edit icon 755 tomanually edit the itinerary or enter new parameters. Further, theaccommodation recommendation a summary 750 that encompasses learningobjectives for the trip and a price 760 for booking the itinerary. Insome embodiments, user interface 700 may include other interactivewidgets for a guest user to interact with user interface 700.

FIG. 8 illustrates an example user interface with an indication for anupcoming booking, according to one embodiment. In this example, theindication 805 (also referred to as a notification) is shown on a lockscreen 800 of guest client device 120. The indication 805 indicates thata guest user has an upcoming listing booked in San Diego correspondingto the topic “animals” from a curriculum, as described in relation toFIG. 3A. In some embodiments, the guest user may interact with thenotification 805 to view the listing.

FIG. 9 illustrates an example user interface with an indication for anupdate to an itinerary, according to one embodiment. In this example,the indication 905 (also referred to as a notification) is shown on alock screen 900 of guest client device 120. The indication 905 indicatesthat accommodation management system 130 has updated the itinerary theguest user is following due to weather conditions by picking a newtravel option and booking a new listing. In some embodiments,accommodation management system 130 may update the itinerary due safetyconditions, destination closures, and/or booking cancelations.

Computing Machine Architecture

FIG. 10 is a block diagram illustrating components of an example machineable to read instructions from a machine-readable medium and executethem in a processor (or controller). Specifically, FIG. 10 shows adiagrammatic representation of a machine in the example form of acomputer system 1000 within which program code (e.g., software) forcausing the machine to perform any one or more of the methodologiesdiscussed herein may be executed. The program code may be comprised ofinstructions 1024 executable by one or more processors 1002. Inalternative embodiments, the machine operates as a standalone device ormay be connected (e.g., networked) to other machines. In a networkeddeployment, the machine may operate in the capacity of a server machineor a client machine in a server-client network environment, or as a peermachine in a peer-to-peer (or distributed) network environment. It isnoted that the host client device 110, the guest client device 120,and/or the accommodation management system 130 may have a subset or allof the components described of computer system 1000.

The machine may be a server computer, a client computer, a personalcomputer (PC), a tablet PC, a set-top box (STB), a personal digitalassistant (PDA), a cellular telephone, a smartphone, a web appliance, anetwork router, switch or bridge, or any machine capable of executinginstructions 1024 (sequential or otherwise) that specify actions to betaken by that machine. Further, while only a single machine isillustrated, the term “machine” shall also be taken to include anycollection of machines that individually or jointly execute instructions124 to perform any one or more of the methodologies discussed herein.

The example computer system 1000 includes a processor 1002 (e.g., acentral processing unit (CPU), a graphics processing unit (GPU), adigital signal processor (DSP), one or more application specificintegrated circuits (ASICs), one or more radio-frequency integratedcircuits (RFICs), or any combination of these), a main memory 1004, anda static memory 1006, which are configured to communicate with eachother via a bus 1008. The computer system 1000 may further includevisual display interface 1010. The visual interface may include asoftware driver that enables displaying user interfaces on a screen (ordisplay). The visual interface may display user interfaces directly(e.g., on the screen) or indirectly on a surface, window, or the like(e.g., via a visual projection unit). For ease of discussion the visualinterface may be described as a screen. The visual interface 1010 mayinclude or may interface with a touch enabled screen. The computersystem 1000 may also include alphanumeric input device 1012 (e.g., akeyboard or touch screen keyboard), a cursor control device 1014 (e.g.,a mouse, a trackball, a joystick, a motion sensor, or other pointinginstrument), a storage unit 1016, a signal generation device 1018 (e.g.,a speaker), and a network interface device 1020, which also areconfigured to communicate via the bus 1008.

The storage unit 1016 includes a machine-readable medium 1022 on whichis stored instructions 1024 (e.g., software) embodying any one or moreof the methodologies or functions described herein. The instructions1024 (e.g., software) may also reside, completely or at least partially,within the main memory 1004 or within the processor 1002 (e.g., within aprocessor's cache memory) during execution thereof by the computersystem 1000, the main memory 1004 and the processor 1002 alsoconstituting machine-readable media. The instructions 1024 (e.g.,software) may be transmitted or received over a network 1026 via thenetwork interface device 1020.

While machine-readable medium 1022 is shown in an example embodiment tobe a single medium, the term “machine-readable medium” should be takento include a single medium or multiple media (e.g., a centralized ordistributed database, or associated caches and servers) able to storeinstructions (e.g., instructions 1024). The term “machine-readablemedium” shall also be taken to include any medium that is capable ofstoring instructions (e.g., instructions 1024) for execution by themachine and that cause the machine to perform any one or more of themethodologies disclosed herein. The term “machine-readable medium”includes, but not be limited to, data repositories in the form ofsolid-state memories, optical media, and magnetic media.

Exemplary Use Case—Accommodation Recommendation for Nomadic Group

The above-described components of accommodation management system 130and application 125 enable a system where accommodation recommendationsbased on enhanced education destinations may be determined and booked.For example, a guest user of a group may request, via user interface ofapplication 125A, an accommodation recommendation for a requiredcurriculum and a time period. Application 125A may notify accommodationmanagement system 130 of the request and may determine an accommodationrequest.

FIG. 11 illustrates an example process 1100 for augmenting a requiredcurriculum of an individual in a nomadic group, according to oneembodiment. User interface module 290 receives 1110, from a guest clientdevice 120, a request for an accommodation recommendation from a nomadicgroup following a nomadic path. A nomadic path may be, for example, anunplanned or a planned path of travel across a plurality of geographies.The nomadic group includes an individual who may request a curriculumfor completion as well as a time period in which to complete thecurriculum. In some embodiments, the request may include informationdescribing an age of the individual, and curriculum module 235retrieves, from the curriculum store 240 or an external database, therequired curriculum for the individual based on the age of theindividual. In other embodiments, the request includes informationdescribing the required curriculum for the individual. Accommodationrecommendation module 250 maps 1120 the required curriculum to enhancededucation destinations in destination store 232 and determines 1130 aset of geographic regions including the enhanced education destinations.Examples of mappings are shown in relation to FIGS. 3A-3C.

Accommodation recommendation module 250 optimizes 1140 the accommodationrecommendation based on the enhanced education destinations and thegeographic regions. In some embodiments, accommodation recommendationmodule 250 optimizes 1140 the accommodation recommendation by selectinga geographic region that includes the geographic locations of enhancededucation destinations corresponding to a threshold number of topics inthe required curriculum and selects available listings available duringthe time period for the accommodation recommendations based on distanceof the listing to each of the enhanced education destinations in thegeographic region. In other embodiments, accommodation recommendationmodule 250 determines an accommodation recommendation for each sequenceof a curriculum and creates an itinerary using the accommodationrecommendations. In further embodiments, accommodation recommendationmodule 250 determines geographic regions for the accommodationrecommendations by minimizing a distance metric between each geographicregion. For some nomadic groups, accommodation recommendation moduledetermines accommodation recommendations for sequences of the requiredcurriculum, and booking module 260 automatically books listings of theaccommodation recommendations when the sequence is within a thresholdamount of time from a current time.

User interface module 290 transmits 1150 the accommodationrecommendation for display on a user interface on the guest clientdevice 120. In some embodiments, the accommodation recommendationincludes a listing, the enhanced education destinations, and topics ofthe required curriculum related to the enhanced education destinations.Example user interfaces are shown in relation to FIGS. 4-9. In otherembodiments, user interface module 290 receives an indication that theguest user would like to book the listings, travel options, and/ortickets for destinations in the accommodation recommendation, andbooking module 260 makes the bookings. For listings, booking module 260books each listing by populating booking store 220 for the listing withuser account data for the guest user.

Exemplary Use Case—Accommodation Recommendation for SatisfyingCurriculum Scope

The above-described components of accommodation management system 130and application 125 enable a system where an accommodationrecommendation for satisfying a curriculum scope may be determined andbooked. For example, a guest user may input, via user interface ofapplication 125A, a desired curriculum scope and a time period.Application 125A may notify accommodation management system 130 eachtime an input from a guest user is received and may determine anaccommodation recommendation for the curriculum scope during the timeperiod.

FIG. 12 illustrates an example process 1200 for determining anaccommodation recommendation for satisfying a curriculum scope duringnomadic travel, according to one embodiment. User interface module 290receives 1210, from guest client device 120, information describing adesired curriculum scope and a time period. Curriculum module 235optimizes 1220 a curriculum for completion based on subjects mapped fromthe curriculum scope and the time period, and accommodationrecommendation module 250 maps 1230 the curriculum to educationdestinations. Examples of mappings are shown in relation to FIGS. 3A-3C.Accommodation recommendation module 250 determines 1240 a set ofgeographic regions based on the education destinations and retrieves1250, from listing store 210 for each geographic region, listingsavailable in the geographic region during a subset of the time period.

Accommodation recommendation module 250 ranks 1260, for each geographicregion, the listings based on the education destinations. In someembodiments, curriculum module 235 maps topics and/or assignments of thecurriculum to education destinations in the geographic region and ranksthe listings based on distance to the education destinations. Userinterface module 290 transmits 1270, for display via a user interface ofthe guest client device 120, an accommodation recommendation. In someembodiments, the accommodation recommendation includes listings,education destinations, and travel options in one of more of thegeographic regions. In other embodiments, the accommodationrecommendation includes an itinerary, which is a compilation of multipleaccommodation recommendations for various geographic regions outlining atrip to the geographic regions to satisfy the desired curriculum scope.In some embodiments, the itinerary outlines education destinations tovisit in each geographic region.

In some embodiments, user interface module 290 retrieves, from guestclient device 120, a geographic region corresponding to a location ofguest client device 120. Accommodation recommendation module 250determines a new accommodation recommendation for the desired curriculumscope and the geographic region corresponding to a current time period,and user interface module 290 sends the user interface for display viaguest client device 120. In other embodiments, accommodationrecommendation module 250 determines, for each geographic region in anomadic travel itinerary entered by a guest user, an accommodationrecommendation for satisfying the desired curriculum scope, and userinterface module 290 sends the accommodations recommendations to guestclient device 120. Example user interfaces are shown in relation toFIGS. 4-9.

In some embodiments, user interface module 290 receives an indicationthat the guest user would like to book the listings, travel options,and/or tickets for destinations or the itinerary of the accommodationrecommendation, and booking module 260 makes the bookings. For listings,booking module 260 books each listing by populating booking store 220for the listing with user account data for the guest user.

Additional Configuration Considerations

Throughout this specification, plural instances may implementcomponents, operations, or structures described as a single instance.Although individual operations of one or more methods are illustratedand described as separate operations, one or more of the individualoperations may be performed concurrently, and nothing requires that theoperations be performed in the order illustrated. Structures andfunctionality presented as separate components in example configurationsmay be implemented as a combined structure or component. Similarly,structures and functionality presented as a single component may beimplemented as separate components. These and other variations,modifications, additions, and improvements fall within the scope of thesubject matter herein.

The disclosed configurations described in this specification solve thetechnical problem of a lack of a system for combining disparate data tocomprehensively determine an accommodation recommendation based on arequired curriculum or desired curriculum scope. In some embodiments,the disclosed configurations employ various modules to map a requiredcurriculum to destinations and determine and optimize an accommodationrecommendation based on the destinations. In other embodiments, thedisclosed configurations employ various modules to optimize a curriculumfor a desired curriculum scope and determine an accommodationrecommendation based on destinations related to the curriculum.

Certain embodiments are described herein as including logic or a numberof components, modules, or mechanisms. Modules may constitute eithersoftware modules (e.g., code embodied on a machine-readable medium or ina transmission signal) or hardware modules. A hardware module istangible unit capable of performing certain operations and may beconfigured or arranged in a certain manner. In example embodiments, oneor more computer systems (e.g., a standalone, client or server computersystem) or one or more hardware modules of a computer system (e.g., aprocessor or a group of processors) may be configured by software (e.g.,an application or application portion) as a hardware module thatoperates to perform certain operations as described herein.

In various embodiments, a hardware module may be implementedmechanically or electronically. For example, a hardware module maycomprise dedicated circuitry or logic that is permanently configured(e.g., as a special-purpose processor, such as a field programmable gatearray (FPGA) or an application-specific integrated circuit (ASIC)) toperform certain operations. A hardware module may also compriseprogrammable logic or circuitry (e.g., as encompassed within ageneral-purpose processor or other programmable processor) that istemporarily configured by software to perform certain operations. Itwill be appreciated that the decision to implement a hardware modulemechanically, in dedicated and permanently configured circuitry, or intemporarily configured circuitry (e.g., configured by software) may bedriven by cost and time considerations.

Accordingly, the term “hardware module” should be understood toencompass a tangible entity, be that an entity that is physicallyconstructed, permanently configured (e.g., hardwired), or temporarilyconfigured (e.g., programmed) to operate in a certain manner or toperform certain operations described herein. As used herein,“hardware-implemented module” refers to a hardware module. Consideringembodiments in which hardware modules are temporarily configured (e.g.,programmed), each of the hardware modules need not be configured orinstantiated at any one instance in time. For example, where thehardware modules comprise a general-purpose processor configured usingsoftware, the general-purpose processor may be configured as respectivedifferent hardware modules at different times. Software may accordinglyconfigure a processor, for example, to constitute a particular hardwaremodule at one instance of time and to constitute a different hardwaremodule at a different instance of time.

Hardware modules can provide information to, and receive informationfrom, other hardware modules. Accordingly, the described hardwaremodules may be regarded as being communicatively coupled. Where multipleof such hardware modules exist contemporaneously, communications may beachieved through signal transmission (e.g., over appropriate circuitsand buses) that connect the hardware modules. In embodiments in whichmultiple hardware modules are configured or instantiated at differenttimes, communications between such hardware modules may be achieved, forexample, through the storage and retrieval of information in memorystructures to which the multiple hardware modules have access. Forexample, one hardware module may perform an operation and store theoutput of that operation in a memory device to which it iscommunicatively coupled. A further hardware module may then, at a latertime, access the memory device to retrieve and process the storedoutput. Hardware modules may also initiate communications with input oroutput devices, and can operate on a resource (e.g., a collection ofinformation).

The various operations of example methods described herein may beperformed, at least partially, by one or more processors that aretemporarily configured (e.g., by software) or permanently configured toperform the relevant operations. Whether temporarily or permanentlyconfigured, such processors may constitute processor-implemented modulesthat operate to perform one or more operations or functions. The modulesreferred to herein may, in some example embodiments, compriseprocessor-implemented modules.

Similarly, the methods described herein may be at least partiallyprocessor-implemented. For example, at least some of the operations of amethod may be performed by one or processors or processor-implementedhardware modules. The performance of certain of the operations may bedistributed among the one or more processors, not only residing within asingle machine, but deployed across a number of machines. In someexample embodiments, the processor or processors may be located in asingle location (e.g., within a home environment, an office environmentor as a server farm), while in other embodiments the processors may bedistributed across a number of locations.

The one or more processors may also operate to support performance ofthe relevant operations in a “cloud computing” environment or as a“software as a service” (SaaS). For example, at least some of theoperations may be performed by a group of computers (as examples ofmachines including processors), these operations being accessible via anetwork (e.g., the Internet) and via one or more appropriate interfaces(e.g., application program interfaces (APIs).)

The performance of certain of the operations may be distributed amongthe one or more processors, not only residing within a single machine,but deployed across a number of machines. In some example embodiments,the one or more processors or processor-implemented modules may belocated in a single geographic location (e.g., within a homeenvironment, an office environment, or a server farm). In other exampleembodiments, the one or more processors or processor-implemented modulesmay be distributed across a number of geographic locations.

Some portions of this specification are presented in terms of algorithmsor symbolic representations of operations on data stored as bits orbinary digital signals within a machine memory (e.g., a computermemory). These algorithms or symbolic representations are examples oftechniques used by those of ordinary skill in the data processing artsto convey the substance of their work to others skilled in the art. Asused herein, an “algorithm” is a self-consistent sequence of operationsor similar processing leading to a desired result. In this context,algorithms and operations involve physical manipulation of physicalquantities. Typically, but not necessarily, such quantities may take theform of electrical, magnetic, or optical signals capable of beingstored, accessed, transferred, combined, compared, or otherwisemanipulated by a machine. It is convenient at times, principally forreasons of common usage, to refer to such signals using words such as“data,” “content,” “bits,” “values,” “elements,” “symbols,”“characters,” “terms,” “numbers,” “numerals,” or the like. These words,however, are merely convenient labels and are to be associated withappropriate physical quantities.

Unless specifically stated otherwise, discussions herein using wordssuch as “processing,” “computing,” “calculating,” “determining,”“presenting,” “displaying,” or the like may refer to actions orprocesses of a machine (e.g., a computer) that manipulates or transformsdata represented as physical (e.g., electronic, magnetic, or optical)quantities within one or more memories (e.g., volatile memory,non-volatile memory, or a combination thereof), registers, or othermachine components that receive, store, transmit, or displayinformation.

As used herein any reference to “one embodiment” or “an embodiment”means that a particular element, feature, structure, or characteristicdescribed in connection with the embodiment is included in at least oneembodiment. The appearances of the phrase “in one embodiment” in variousplaces in the specification are not necessarily all referring to thesame embodiment.

Some embodiments may be described using the expression “coupled” and“connected” along with their derivatives. It should be understood thatthese terms are not intended as synonyms for each other. For example,some embodiments may be described using the term “connected” to indicatethat two or more elements are in direct physical or electrical contactwith each other. In another example, some embodiments may be describedusing the term “coupled” to indicate that two or more elements are indirect physical or electrical contact. The term “coupled,” however, mayalso mean that two or more elements are not in direct contact with eachother, but yet still co-operate or interact with each other. Theembodiments are not limited in this context.

As used herein, the terms “comprises,” “comprising,” “includes,”“including,” “has,” “having” or any other variation thereof, areintended to cover a non-exclusive inclusion. For example, a process,method, article, or apparatus that comprises a list of elements is notnecessarily limited to only those elements but may include otherelements not expressly listed or inherent to such process, method,article, or apparatus. Further, unless expressly stated to the contrary,“or” refers to an inclusive or and not to an exclusive or. For example,a condition A or B is satisfied by any one of the following: A is true(or present) and B is false (or not present), A is false (or notpresent) and B is true (or present), and both A and B are true (orpresent).

In addition, use of the “a” or “an” are employed to describe elementsand components of the embodiments herein. This is done merely forconvenience and to give a general sense of the invention. Thisdescription should be read to include one or at least one and thesingular also includes the plural unless it is obvious that it is meantotherwise.

Upon reading this disclosure, those of skill in the art will appreciatestill additional alternative structural and functional designs for asystem and a process for augmenting a required curriculum of anindividual in a nomadic group and/or satisfying a curriculum duringnomadic travel through the disclosed principles herein. Thus, whileparticular embodiments and applications have been illustrated anddescribed, it is to be understood that the disclosed embodiments are notlimited to the precise construction and components disclosed herein.Various modifications, changes and variations, which will be apparent tothose skilled in the art, may be made in the arrangement, operation anddetails of the method and apparatus disclosed herein without departingfrom the spirit and scope defined in the appended claims.

What is claimed is:
 1. A computer-implemented method for augmenting arequired curriculum of an individual in a nomadic group, the methodcomprising: receiving, from a client device, a request for anaccommodation recommendation from the nomadic group following a nomadicpath that includes the individual with the required curriculum, therequest including a time period; mapping the required curriculum toenhanced education destinations in a destination database; determining aset of geographic regions including the enhanced education destinations;optimizing the accommodation recommendation based on available listingsin the geographic regions and geographic locations of the enhancededucation destinations; and transmitting, for display on a userinterface at the client device, the accommodation recommendation.
 2. Thecomputer-implemented method of claim 1, wherein optimizing theaccommodation recommendation further comprises: booking a listing of theaccommodation recommendation by populating a booking data structure forthe listing with user account data for a user of the client device;transmitting, for display on the client device, an indication that thelisting was booked.
 3. The computer-implemented method of claim 1,wherein the request specifies a time period and optimizing theaccommodation recommendation further comprises: selecting a geographicregion from the set of geographic regions that includes geographiclocations of the enhanced education destinations corresponding to athreshold number of topics in the required curriculum; retrievingavailable listings for the time period in the geographic region; andselecting an available listing to recommend based on distance to thegeographic locations of the enhanced education destinations of thegeographic region.
 4. The computer-implemented method of claim 1,wherein topics of the required curriculum correspond to sequences oftime in an academic year, the method further comprising: determining,for each sequence, an accommodation recommendation based on enhancededucation destinations for the sequence; and transmitting, for displayon a user interface at the client device, an itinerary including theaccommodation recommendations.
 5. The computer-implemented method ofclaim 4, wherein determining, for each sequence, an accommodationrecommendation comprises: minimizing a distance metric between eachaccommodation recommendation.
 6. The computer-implemented method ofclaim 4, the method further comprising: responsive to a sequence beingwithin a threshold amount of time, booking a listing of theaccommodation recommendation for the sequence by populating a bookingdata structure for the listing with user account data for a user of theclient device.
 7. The computer-implemented method of claim 1, whereinthe request includes information describing an age of the individual,and the method further comprises: retrieving, from an external database,a required curriculum for the age of the individual.
 8. Thecomputer-implemented method of claim 1, wherein the request includesinformation describing the required curriculum of the individual.
 9. Thecomputer-implemented method of claim 1, wherein the accommodationrecommendation includes a listing, enhanced education destinations, andtopics of the required curriculum related to the enhanced educationdestinations.
 10. A system for augmenting a required curriculum of anindividual in a nomadic group, system comprising: at least oneprocessor; a memory storing instructions that when executed cause theprocessor to: receive, from a client device, a request for anaccommodation recommendation from the nomadic group following a nomadicpath that includes the individual with the required curriculum, therequest including a time period; map the required curriculum to enhancededucation destinations in a destination database; determine a set ofgeographic regions including the enhanced education destinations;optimize the accommodation recommendation based on available listings inthe geographic regions and geographic locations of the enhancededucation destinations; and transmit, for display on a user interface atthe client device, the accommodation recommendation.
 11. The system ofclaim 10, wherein the instructions to optimize the accommodationrecommendation further comprise instructions that when executed causethe processor to: book a listing of the accommodation recommendation bypopulating a booking data structure for the listing with user accountdata for a user of the client device; and transmit, for display on auser interface at the client device, an indication that the listing wasbooked.
 12. The system of claim 10, wherein the request specifies a timeperiod and the instructions to optimize the accommodation recommendationfurther comprise instructions that when executed cause the processor to:select a geographic region from the set of geographic regions thatincludes geographic locations of the enhanced education destinationscorresponding to a threshold number of topics in the requiredcurriculum; retrieve available listings for the time period in thegeographic region; and select an available listing to recommend based ondistance to the geographic locations of the enhanced educationdestinations of the geographic region.
 13. The system of claim 10,wherein topics of the required curriculum correspond to sequences oftime in an academic year, and the instructions further compriseinstructions that when executed cause the processor to: determine, foreach sequence, an accommodation recommendation based on enhancededucation destinations for the sequence; and transmit, for display on auser interface of the client device, an itinerary including theaccommodation recommendations.
 14. The system of claim 13, wherein theinstructions to determine, for each sequence, an accommodationrecommendation further comprise instructions that when executed causethe processor to: minimize a distance metric between each accommodationrecommendation.
 15. The system of claim 13, wherein the instructionsfurther comprise instructions that when executed cause the processor to:responsive to a sequence being within a threshold amount of time, book alisting of the accommodation recommendation for the sequence bypopulating a booking data structure for the listing with user accountdata for a user of the client device.
 16. A non-transitory computerreadable medium configured to store instructions, the instructions whenexecuted by a processor cause the processor to: receive, from a clientdevice, a request for an accommodation recommendation from a nomadicgroup following a nomadic path that includes an individual with arequired curriculum, the request including a time period; map therequired curriculum to enhanced education destinations in a destinationdatabase; determine a set of geographic regions including the enhancededucation destinations; optimize the accommodation recommendation basedon available listings in the geographic regions and geographic locationsof the enhanced education destinations; and transmit, for display on auser interface at the client device, the accommodation recommendation.17. The non-transitory computer-readable medium of claim 16, wherein theinstructions to optimize the accommodation recommendation furthercomprise instructions to: book a listing of the accommodationrecommendation by populating a booking data structure for the listingwith user account data for a user of the client device; and transmit,for display on a user interface at the client device, an indication thatthe listing was booked.
 18. The non-transitory computer-readable mediumof claim 16, wherein the request specifies a time period and theinstructions to optimize the accommodation recommendation furthercomprise instructions to: select a geographic region from the set ofgeographic regions that includes geographic locations of the enhancededucation destinations corresponding to a threshold number of topics inthe required curriculum; retrieve available listings for the time periodin the geographic region; and select an available listing to recommendbased on distance to the geographic locations of the enhanced educationdestinations of the geographic region.
 19. The non-transitorycomputer-readable medium of claim 16, wherein topics of the requiredcurriculum correspond to sequences of time in an academic year, and theinstructions further comprise instructions to: determine, for eachsequence, an accommodation recommendation based on enhanced educationdestinations for the sequence; and transmit, for display on a userinterface at the client device, an itinerary including the accommodationrecommendations.
 20. The non-transitory computer-readable medium ofclaim 19, wherein the instructions to determine, for each sequence, anaccommodation recommendation further comprise instructions to: minimizea distance metric between each accommodation recommendation.